{"id":"W2010829538","doi":"10.1139/w09-043","title":"Abundance of culturable versus viable<i>Escherichia coli</i>in freshwater","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Metal and Materials Technology Center; Belgian Federal Science Policy Office","keywords":"Escherichia coli; Viable but nonculturable; Microcosm; Biology; Microbiology; Enumeration; Most probable number; Abundance (ecology); Viable count; Bacteria; Food science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003003119,0.00007242702,0.000177024,0.00005804271,0.00003456419,0.000008040372,0.0002134695,0.00007444413,0.001444366],"category_scores_gemma":[0.00003744247,0.00005900482,0.00004673225,0.0001266491,0.0001486771,0.00009814707,0.000007356459,0.000144149,0.00005356022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002063965,"about_ca_system_score_gemma":0.00008272335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00482648,"about_ca_topic_score_gemma":0.1067114,"domain_scores_codex":[0.9992496,0.00009121303,0.0003006042,0.00009100469,0.00003267842,0.0002349285],"domain_scores_gemma":[0.9995791,0.00002194708,0.0001316567,0.00007956517,0.00002307932,0.000164693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001117465,0.0000364824,0.02286422,0.000004450692,0.00001194242,0.00006240273,0.00089032,0.0003397126,0.9641176,0.0002382522,0.009994318,0.001328509],"study_design_scores_gemma":[0.003804991,0.001269232,0.2579509,0.00007151792,0.0000227846,0.0001207178,0.0002987658,0.00004311189,0.2125841,0.0009277541,0.5225031,0.0004029577],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956346,0.0001339082,0.00002754166,0.0009837835,0.0002624156,0.00004730228,0.00001748979,0.000001379883,0.002891646],"genre_scores_gemma":[0.9983523,0.000006716596,0.0005242371,0.0006393586,0.0000171945,2.537127e-7,0.000003950683,0.000002717843,0.0004532597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7515336,"threshold_uncertainty_score":0.9994684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325287234331148,"score_gpt":0.2206558859312459,"score_spread":0.2074030135879344,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}